This repository contains notebooks which covers a comprehensive overview of statistical methods in data analysis using numpy, scipy, and statsmodel. The files as described below:
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central_limit_theorem: simulating the normal distribution, simulating the central limit theorem.
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statistics_challenge: Binomial test simulation, 1-sample t-test, 2-sample t-test, ANOVA test, Tukey's Range test, Chi-square test.
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experimental_design: A/B testing; simulate A/B data for Chi-square test, estimating the power of A/B test.